论文标题
美国国内航空公司网络的破坏和恢复期间在COVID-19大流行期间
Disruption and recovery of the US domestic airline networks during the COVID-19 pandemic
论文作者
论文摘要
COVID-19大流行对航空业产生了严重影响。在这种情况下,确保在紧急情况下的航空政策既保证网络连通性,又可以维持航空公司之间的竞争至关重要。为此,我们旨在了解各个航空公司的网络动态。在这项研究中,我们定量地揭示了这些美国国内航空网络的日常动态,包括2019年1月至2021年12月。具体来说,我们应用了一个框架来分析时间网络,其中网络结构随时间变化。我们发现,首先,即使2021年7月左右的节点和边缘的数量恢复到了大流行的水平,但整个美国国内航空公司网络的结构仍在改变。我们还发现,从航空公司到航空公司,网络动态差异很大。全方位服务的承运人在改变网络结构方面的灵活性较小,并且遭受了更高的收入损失。相反,大多数区域运营商完全转向了一种新结构,这可能导致减少其收入损失。低成本载体的特征是航空公司之间的差异更为明显,在宣布国家紧急情况后立即改变了其网络结构。最后,我们还检查了恢复过程,发现连接更中心并共享更多常见邻居的机场的航班,与大多数航空公司相连的机场往往会更早恢复。
The COVID-19 pandemic has had serious impacts on the airline industry. Ensuring that aviation policies in emergent situations both guarantee network connectivity and maintain competition among airlines is crucial in these circumstances. To this end, we aimed to understand the network dynamics of individual airlines. In this study, we quantitatively reveal the day-to-day dynamics of these US domestic airline networks, comprising 17 airlines, from January 2019 to December 2021. Specifically, we applied a framework for analyzing temporal networks, in which the network structure changes over time. We found that, first, even though the number of nodes and edges returned to pre-pandemic levels around July 2021, the structure of the entire US domestic airline network remained altered. We also found that the network dynamics varied significantly from airline to airline. Full-service carriers were less flexible in changing their network structure and suffered higher revenue losses. On the contrary, most regional carriers completely shifted to a new structure, which may have contributed to reducing their revenue losses. Low-cost carriers were characterized by more pronounced differences between airlines and drastically changed their network structure immediately after the declaration of a national emergency. Finally, we also examined the recovery process and found that the flights connecting airports that are more central and share more common neighbors, and those connecting airports with larger numbers of connections tend to recover earlier for most of the airlines.